AI INTEGRATION PRODUCT ENGINEERING

AI is easy to try.Real value is harder to achieve.And responsibility stays human.

AI is everywhere, but business value is not. Models and agents are advancing faster than organizations can absorb them, and the hard part is separating a useful application from an impressive demo. The gap is visible in the data: 56% of CEOs in PwC's 2026 survey reported no significant financial benefit from AI; McKinsey found only about 6% of organizations were AI high performers; Gartner reported that at least half of GenAI projects had been abandoned after proof of concept by the end of 2025.

As a Product Engineer, I connect the business problem with the final implementation: I determine what needs to change and choose the right technologies. I use AI to accelerate execution, but not to delegate judgment or responsibility; I remain the lead architect and your single point of contact from the first decision through launch and ongoing support. If you have a product idea or see an opportunity in a market you know well, we can turn it into a focused MVP — fast enough to test the hypothesis, reliable enough to use with real customers.

The Model

From a capital project to a running service.

Traditional agencies charge one heavy upfront fee and hand you the code. I shift most of that cost into a monthly subscription — so you move software from CapEx into OpEx, lower your entry barrier, and I stay economically aligned with the long-term reliability of your system.
Traditional Agency
~$10,000 + maintenance
one-time build, everything else billed later
  • • Large CapEx commitment before value is proven
  • • You own the code — and the hosting, ops, incidents
  • • Incidents, maintenance and small changes billed per hour on top
  • • Agency moves on once the invoice is paid
My Model
~$4,000 + $800/mo
implementation + subscription
  • • Lower entry barrier — validate the idea first
  • • Full infrastructure management and technical support with SLA included in the subscription
  • • Single point of contact for the life of the product
  • 30% subscription discount after 12 months of continuous service
Effortless Start

Start the conversation in minutes — not weeks.

The first mile of any custom project — NDAs, scoping calls, drafting briefs — usually takes weeks. I compressed it: sign a valid NDA in one click and turn a rough idea into a clear brief through a live dialogue between you, the AI analyst, and me.

Sign NDA in one click

Before sharing sensitive details, fill your company info in the portal and instantly sign a legally valid NDA. No emails, no lawyers, no long waiting — start discussing your project right now.

Talk to the AI analyst

Describe your problem in plain language. The assistant asks the right questions, structures the context, and turns a rough idea into a workable brief — 24/7, no calendar back-and-forth.

I stay in the loop the whole time

From the first message it is a three-way conversation: you, the AI analyst, and me. I continuously watch the dialogue, steer it, challenge assumptions, and own every architectural and commercial call.

AI handles the friction. I handle the judgment.

You are never left alone with a chatbot. AI removes the slow, repetitive parts — intake, scoping drafts, paperwork. Architecture, estimates, trade-offs, and everything that ships into production stay on my desk. Final responsibility is always human.

Sign up & Start Project
Roman Babakin

Roman Babakin

"I speak Business, Code, and Hardware."

Product Thinking. Engineering Execution. Real-World Experience.

I started in Product Management and entrepreneurship. My focus has always been understanding business operations. But I got tired of the gap between "the idea" and "the implementation." So I became the person who does both.

Beyond software, I have hands-on experience in construction management and automotive electronics. This gives me a unique perspective on building systems that integrate seamlessly into physical environments.

Got an idea? Discuss it right now.

Our AI assistant can answer questions about the process, pricing, and timelines — or help you shape a project idea into a clear brief. No waiting, no forms.

Prefer a human first?

Reach out directly before opening the portal. No sales pitch — just a product audit.